diff --git a/web/src/App.vue b/web/src/App.vue
index 914984d..f6a1b48 100644
--- a/web/src/App.vue
+++ b/web/src/App.vue
@@ -76,6 +76,7 @@ const navLinks = [
   { to: '/search',    label: 'Search' },
   { to: '/diagnose',  label: 'Diagnose' },
   { to: '/incidents', label: 'Incidents' },
+  { to: '/alerts',    label: 'Alerts' },
   { to: '/bundles',   label: 'Bundles' },
   { to: '/sources',   label: 'Sources' },
   { to: '/context',   label: 'Context' },
diff --git a/web/src/router/index.ts b/web/src/router/index.ts
index b2c7f97..e5bba57 100644
--- a/web/src/router/index.ts
+++ b/web/src/router/index.ts
@@ -8,6 +8,7 @@ import BundlesView from '@/views/BundlesView.vue'
 import SettingsView from '@/views/SettingsView.vue'
 import ContextView from '@/views/ContextView.vue'
 import BlocklistView from '@/views/BlocklistView.vue'
+import SecurityAlertsView from '@/views/SecurityAlertsView.vue'
 
 export default createRouter({
   history: createWebHistory(import.meta.env.BASE_URL),
@@ -17,6 +18,7 @@ export default createRouter({
     { path: '/search', component: LogSearchView },
     { path: '/diagnose', component: DiagnoseView },
     { path: '/incidents', component: IncidentsView },
+    { path: '/alerts', component: SecurityAlertsView },
     { path: '/bundles', component: BundlesView },
     { path: '/sources', component: SourcesView },
     { path: '/context', component: ContextView },
diff --git a/web/src/views/DashboardView.vue b/web/src/views/DashboardView.vue
index 98a9c4f..3d6a73a 100644
--- a/web/src/views/DashboardView.vue
+++ b/web/src/views/DashboardView.vue
@@ -52,6 +52,16 @@
           {{ incidentsLoading ? '…' : activeIncidents }}
         </p>
       </RouterLink>
+      <RouterLink
+        to="/alerts"
+        class="rounded border bg-surface-raised p-5 block hover:bg-surface transition-colors"
+        :class="unackedAlerts > 0 ? 'border-sev-error' : 'border-surface-border'"
+      >
+        <p class="text-text-dim text-xs uppercase tracking-widest mb-2">Unreviewed Alerts</p>
+        <p class="text-3xl font-semibold tabular-nums" :class="unackedAlerts > 0 ? 'text-sev-error' : 'text-text-muted'">
+          {{ alertsLoading ? '…' : unackedAlerts }}
+        </p>
+      </RouterLink>
     </div>
 
     <!-- Source health (24h) -->
@@ -201,6 +211,8 @@ const loading = ref(true)
 const incidents = ref<Incident[]>([])
 const incidentsLoading = ref(true)
 const watchSources = ref<WatchSourceStatus[]>([])
+const unackedAlerts = ref(0)
+const alertsLoading = ref(true)
 
 const activeIncidents = computed(() =>
   incidents.value.filter(i => !i.ended_at).length
@@ -217,7 +229,7 @@ const isStale = computed(() => {
 })
 
 onMounted(async () => {
-  await Promise.all([loadStats(), loadIncidents(), loadWatchStatus()])
+  await Promise.all([loadStats(), loadIncidents(), loadWatchStatus(), loadAlertCount()])
 })
 
 async function loadStats() {
@@ -245,6 +257,14 @@ async function loadWatchStatus() {
   } catch { /* non-critical */ }
 }
 
+async function loadAlertCount() {
+  try {
+    const res = await fetch(`${BASE}/turnstone/api/anomaly/detections?unacked_only=true&limit=1000`)
+    if (res.ok) unackedAlerts.value = (await res.json()).total ?? 0
+  } catch { /* non-critical — scorer may be disabled */ }
+  finally { alertsLoading.value = false }
+}
+
 function healthDot(errors: number, total: number): string {
   if (errors === 0) return 'bg-green-500'
   const ratio = errors / Math.max(total, 1)
diff --git a/web/src/views/SecurityAlertsView.vue b/web/src/views/SecurityAlertsView.vue
new file mode 100644
index 0000000..7ac5361
--- /dev/null
+++ b/web/src/views/SecurityAlertsView.vue
@@ -0,0 +1,458 @@
+<template>
+  <div class="p-4 sm:p-6 max-w-5xl mx-auto">
+
+    <!-- Header -->
+    <div class="mb-5 flex items-start justify-between gap-4 flex-wrap">
+      <div>
+        <h1 class="text-text-primary text-xl font-semibold mb-1">Security Alerts</h1>
+        <p class="text-text-dim text-sm">
+          Anomaly detections from the scoring pipeline.
+          Acknowledge entries after review to track your triage state.
+        </p>
+      </div>
+
+      <!-- Scorer controls -->
+      <div class="flex items-center gap-3 shrink-0 flex-wrap">
+        <!-- Status badge -->
+        <span
+          v-if="scorerStatus"
+          :class="[
+            'text-xs px-2 py-1 rounded border font-mono',
+            scorerStatus.enabled
+              ? scorerStatus.running
+                ? 'border-accent text-accent animate-pulse'
+                : 'border-surface-border text-text-dim'
+              : 'border-surface-border text-text-dim opacity-60'
+          ]"
+          :title="scorerStatus.enabled ? `model: ${scorerStatus.model}` : 'TURNSTONE_ANOMALY_MODEL not set'"
+        >
+          {{ scorerStatus.running ? 'scoring…' : scorerStatus.enabled ? 'scorer ready' : 'scorer off' }}
+        </span>
+
+        <button
+          @click="runScorer"
+          :disabled="!scorerStatus?.enabled || triggerLoading || scorerStatus?.running"
+          class="px-3 py-1.5 bg-accent text-surface text-xs rounded font-medium hover:opacity-90 transition-opacity disabled:opacity-40"
+          title="Manually trigger an anomaly scoring pass"
+        >
+          {{ triggerLoading ? 'triggering…' : 'Run scorer' }}
+        </button>
+      </div>
+    </div>
+
+    <!-- Scorer config warning (no model set) -->
+    <div
+      v-if="scorerStatus && !scorerStatus.enabled"
+      class="mb-5 px-4 py-3 rounded border border-sev-warn/40 bg-surface-raised text-sev-warn text-sm"
+    >
+      Anomaly scoring is disabled — set <code class="font-mono text-xs bg-surface px-1 py-0.5 rounded">TURNSTONE_ANOMALY_MODEL</code>
+      in your <code class="font-mono text-xs bg-surface px-1 py-0.5 rounded">.env</code> and restart Turnstone.
+    </div>
+
+    <!-- Stats row -->
+    <div v-if="scorerStatus?.enabled" class="mb-5 flex flex-wrap gap-4 text-xs text-text-dim">
+      <span>Total scored: <span class="text-text-primary font-mono">{{ scorerStatus.total_scored ?? '—' }}</span></span>
+      <span>Total detections: <span class="text-text-primary font-mono">{{ scorerStatus.total_detections ?? '—' }}</span></span>
+      <span v-if="scorerStatus.last_run_at">
+        Last run: <span class="text-text-primary font-mono">{{ formatTs(scorerStatus.last_run_at) }}</span>
+      </span>
+      <span v-if="scorerStatus.last_error" class="text-sev-error">
+        Last error: {{ scorerStatus.last_error }}
+      </span>
+    </div>
+
+    <!-- Filter / Tab bar -->
+    <div class="mb-4 flex flex-col sm:flex-row sm:items-center gap-3">
+      <!-- Tabs -->
+      <div role="tablist" aria-label="Filter by acknowledgement" class="flex gap-1 border-b border-surface-border flex-1">
+        <button
+          v-for="(tab, idx) in tabs"
+          :key="tab.value"
+          role="tab"
+          :aria-selected="activeTab === tab.value"
+          :tabindex="activeTab === tab.value ? 0 : -1"
+          @click="activeTab = tab.value as 'all' | 'unacked'; loadDetections()"
+          @keydown="handleTabKey($event, idx)"
+          :ref="(el) => collectTabRef(el as HTMLElement | null, idx)"
+          :class="[
+            'px-4 py-2 text-sm transition-colors border-b-2 -mb-px whitespace-nowrap',
+            activeTab === tab.value
+              ? 'border-accent text-accent'
+              : 'border-transparent text-text-dim hover:text-text-primary'
+          ]"
+        >
+          {{ tab.label }}
+          <span v-if="tab.count !== null" class="ml-1 text-xs opacity-70">({{ tab.count }})</span>
+        </button>
+      </div>
+
+      <!-- Label filter -->
+      <div class="flex items-center gap-2 shrink-0">
+        <label for="label-filter" class="text-xs text-text-dim whitespace-nowrap">Label:</label>
+        <select
+          id="label-filter"
+          v-model="labelFilter"
+          @change="loadDetections()"
+          class="text-xs bg-surface border border-surface-border rounded px-2 py-1 text-text-primary focus:outline-none focus:border-accent"
+        >
+          <option value="">All</option>
+          <option v-for="lbl in knownLabels" :key="lbl" :value="lbl">{{ lbl }}</option>
+        </select>
+      </div>
+    </div>
+
+    <!-- Loading state -->
+    <div v-if="loading" class="text-text-dim py-12 text-center text-sm">Loading…</div>
+
+    <!-- Empty state -->
+    <div v-else-if="detections.length === 0" class="text-text-dim py-12 text-center text-sm">
+      <p v-if="activeTab === 'unacked'">No unacknowledged detections — all clear.</p>
+      <p v-else-if="!scorerStatus?.enabled">Enable anomaly scoring to start detecting.</p>
+      <p v-else>No detections yet. Run the scorer after gleaning to populate this list.</p>
+    </div>
+
+    <!-- Detections table -->
+    <div v-else class="rounded border border-surface-border overflow-hidden">
+      <div class="overflow-x-auto">
+        <table class="w-full text-sm min-w-[700px]">
+          <thead class="bg-surface-raised border-b border-surface-border">
+            <tr>
+              <th class="text-left px-4 py-2.5 text-text-dim font-medium text-xs uppercase tracking-wider w-20">Sev</th>
+              <th class="text-left px-4 py-2.5 text-text-dim font-medium text-xs uppercase tracking-wider">Label</th>
+              <th class="text-left px-4 py-2.5 text-text-dim font-medium text-xs uppercase tracking-wider w-16">Score</th>
+              <th class="text-left px-4 py-2.5 text-text-dim font-medium text-xs uppercase tracking-wider">Source</th>
+              <th class="text-left px-4 py-2.5 text-text-dim font-medium text-xs uppercase tracking-wider">Log entry</th>
+              <th class="text-left px-4 py-2.5 text-text-dim font-medium text-xs uppercase tracking-wider w-32">Detected</th>
+              <th class="px-4 py-2.5 w-28"></th>
+            </tr>
+          </thead>
+          <tbody>
+            <tr
+              v-for="det in detections"
+              :key="det.id"
+              :class="[
+                'border-b border-surface-border transition-colors cursor-pointer',
+                det.acknowledged ? 'opacity-50 hover:opacity-75' : 'hover:bg-surface-raised'
+              ]"
+              @click="openDrawer(det)"
+            >
+              <td class="px-4 py-2.5">
+                <span :class="['text-xs font-semibold', severityTextClass(det.severity)]">
+                  {{ det.severity }}
+                </span>
+              </td>
+              <td class="px-4 py-2.5">
+                <span class="font-mono text-xs text-accent bg-surface px-1.5 py-0.5 rounded border border-surface-border">
+                  {{ det.anomaly_label }}
+                </span>
+              </td>
+              <td class="px-4 py-2.5">
+                <div class="flex items-center gap-1.5">
+                  <div class="w-10 h-1.5 bg-surface-raised rounded-full overflow-hidden">
+                    <div
+                      class="h-full rounded-full"
+                      :class="scoreBarColor(det.anomaly_score)"
+                      :style="{ width: `${Math.round(det.anomaly_score * 100)}%` }"
+                    ></div>
+                  </div>
+                  <span class="text-xs text-text-dim font-mono">{{ Math.round(det.anomaly_score * 100) }}%</span>
+                </div>
+              </td>
+              <td class="px-4 py-2.5 text-text-dim text-xs font-mono truncate max-w-[120px]">{{ det.source_id }}</td>
+              <td class="px-4 py-2.5 text-text-dim text-xs truncate max-w-[260px]" :title="det.text">{{ det.text }}</td>
+              <td class="px-4 py-2.5 text-text-dim text-xs whitespace-nowrap">{{ formatTs(det.detected_at) }}</td>
+              <td class="px-4 py-2.5 text-right">
+                <span
+                  v-if="det.acknowledged"
+                  class="text-xs text-text-dim italic"
+                >reviewed</span>
+                <button
+                  v-else
+                  @click.stop="openDrawer(det)"
+                  class="text-xs px-2 py-1 rounded border border-surface-border text-text-dim hover:text-text-primary hover:border-accent transition-colors"
+                >
+                  Acknowledge
+                </button>
+              </td>
+            </tr>
+          </tbody>
+        </table>
+      </div>
+    </div>
+
+    <!-- Acknowledge drawer -->
+    <Transition name="drawer">
+      <div v-if="drawer" class="mt-6 rounded border border-accent bg-surface p-5">
+        <div class="flex items-start justify-between mb-4 gap-4">
+          <div class="min-w-0">
+            <div class="flex items-center gap-2 flex-wrap mb-1">
+              <span :class="['text-xs font-semibold', severityTextClass(drawer.severity)]">{{ drawer.severity }}</span>
+              <span class="font-mono text-xs text-accent bg-surface-raised px-1.5 py-0.5 rounded border border-surface-border">
+                {{ drawer.anomaly_label }}
+              </span>
+              <span class="text-xs text-text-dim font-mono">{{ Math.round(drawer.anomaly_score * 100) }}% confidence</span>
+            </div>
+            <p class="text-text-dim text-xs font-mono">
+              source: {{ drawer.source_id }}
+              <span v-if="drawer.timestamp_iso"> · {{ formatTs(drawer.timestamp_iso) }}</span>
+            </p>
+          </div>
+          <button
+            @click="drawer = null"
+            class="text-text-dim hover:text-text-primary transition-colors shrink-0 text-lg leading-none"
+            aria-label="Close drawer"
+          >✕</button>
+        </div>
+
+        <!-- Full log text -->
+        <div class="mb-4 bg-surface-raised rounded border border-surface-border p-3 text-xs font-mono text-text-primary break-all leading-relaxed max-h-40 overflow-y-auto">
+          {{ drawer.text }}
+        </div>
+
+        <!-- Already acknowledged -->
+        <div v-if="drawer.acknowledged" class="text-text-dim text-sm">
+          <p class="mb-1">Acknowledged <span class="text-text-primary">{{ formatTs(drawer.acknowledged_at) }}</span></p>
+          <p v-if="drawer.notes" class="text-xs italic">{{ drawer.notes }}</p>
+        </div>
+
+        <!-- Acknowledge form -->
+        <div v-else>
+          <label for="ack-notes" class="block text-xs text-text-dim mb-1.5">Notes (optional)</label>
+          <textarea
+            id="ack-notes"
+            v-model="ackNotes"
+            rows="2"
+            placeholder="False positive, known pattern, remediated…"
+            class="w-full bg-surface border border-surface-border rounded px-3 py-2 text-sm text-text-primary placeholder-text-dim focus:outline-none focus:border-accent resize-none mb-3"
+          ></textarea>
+          <div class="flex items-center gap-3">
+            <button
+              @click="acknowledge(drawer)"
+              :disabled="ackLoading"
+              class="px-4 py-2 bg-accent text-surface text-sm rounded font-medium hover:opacity-90 transition-opacity disabled:opacity-40"
+            >
+              {{ ackLoading ? 'Saving…' : 'Mark as reviewed' }}
+            </button>
+            <button
+              @click="drawer = null"
+              class="px-4 py-2 text-text-dim text-sm rounded border border-surface-border hover:text-text-primary transition-colors"
+            >
+              Cancel
+            </button>
+            <span v-if="ackError" class="text-xs text-sev-error">{{ ackError }}</span>
+          </div>
+        </div>
+      </div>
+    </Transition>
+
+  </div>
+</template>
+
+<script setup lang="ts">
+import { ref, computed, onMounted } from 'vue'
+
+const BASE = import.meta.env.BASE_URL.replace(/\/$/, '')
+
+// ── Types ───────────────────────────────────────────────────────────────────
+
+interface Detection {
+  id: string
+  source_id: string
+  entry_id: string
+  anomaly_label: string
+  anomaly_score: number
+  severity: string
+  text: string
+  timestamp_iso: string | null
+  detected_at: string
+  acknowledged: number | boolean
+  acknowledged_at: string | null
+  notes: string
+}
+
+interface ScorerStatus {
+  enabled: boolean
+  running: boolean
+  model: string | null
+  threshold: number
+  device: string
+  last_run_at: string | null
+  last_scored: number
+  last_detections: number
+  last_error: string | null
+  total_scored: number
+  total_detections: number
+}
+
+// ── State ────────────────────────────────────────────────────────────────────
+
+const detections     = ref<Detection[]>([])
+const scorerStatus   = ref<ScorerStatus | null>(null)
+const loading        = ref(true)
+const triggerLoading = ref(false)
+const ackLoading     = ref(false)
+const ackError       = ref<string | null>(null)
+const ackNotes       = ref('')
+const drawer         = ref<Detection | null>(null)
+const activeTab      = ref<'all' | 'unacked'>('all')
+const labelFilter    = ref('')
+const tabRefs        = ref<(HTMLElement | null)[]>([])
+
+const knownLabels = [
+  'SECURITY_ANOMALY', 'SYSTEM_FAILURE', 'PERFORMANCE_ISSUE',
+  'NETWORK_ANOMALY', 'CONFIG_ERROR', 'HARDWARE_ISSUE',
+  'CRITICAL', 'ERROR',
+]
+
+// ── Tabs ─────────────────────────────────────────────────────────────────────
+
+const unackedCount = computed(() => detections.value.filter(d => !d.acknowledged).length)
+
+const tabs = computed(() => [
+  { value: 'all',    label: 'All',              count: detections.value.length },
+  { value: 'unacked', label: 'Unacknowledged', count: unackedCount.value },
+])
+
+const filteredDetections = computed(() =>
+  activeTab.value === 'unacked'
+    ? detections.value.filter(d => !d.acknowledged)
+    : detections.value
+)
+
+// ── Data loading ─────────────────────────────────────────────────────────────
+
+async function loadDetections() {
+  loading.value = true
+  const params = new URLSearchParams({ limit: '200' })
+  if (labelFilter.value) params.set('label', labelFilter.value)
+  try {
+    const res = await fetch(`${BASE}/turnstone/api/anomaly/detections?${params}`)
+    if (!res.ok) throw new Error(`HTTP ${res.status}`)
+    const data = await res.json()
+    detections.value = (data.detections ?? []).map((d: Detection) => ({
+      ...d,
+      acknowledged: !!d.acknowledged,
+    }))
+  } catch (e) {
+    console.error('Failed to load detections', e)
+  } finally {
+    loading.value = false
+  }
+}
+
+async function loadScorerStatus() {
+  try {
+    const res = await fetch(`${BASE}/turnstone/api/anomaly/status`)
+    if (!res.ok) return
+    const data = await res.json()
+    scorerStatus.value = { ...data.state, ...data.config }
+  } catch {
+    // scorer status is non-critical — fail silently
+  }
+}
+
+onMounted(() => {
+  loadScorerStatus()
+  loadDetections()
+})
+
+// ── Actions ──────────────────────────────────────────────────────────────────
+
+async function runScorer() {
+  triggerLoading.value = true
+  try {
+    await fetch(`${BASE}/turnstone/api/anomaly/run`, { method: 'POST' })
+    // reload status after a short delay so the running flag has time to flip
+    setTimeout(() => { loadScorerStatus(); loadDetections() }, 2000)
+  } finally {
+    triggerLoading.value = false
+  }
+}
+
+function openDrawer(det: Detection) {
+  ackNotes.value = det.notes ?? ''
+  ackError.value = null
+  drawer.value = det
+}
+
+async function acknowledge(det: Detection) {
+  ackLoading.value = true
+  ackError.value = null
+  try {
+    const params = new URLSearchParams()
+    if (ackNotes.value.trim()) params.set('notes', ackNotes.value.trim())
+    const res = await fetch(
+      `${BASE}/turnstone/api/anomaly/detections/${det.id}/acknowledge?${params}`,
+      { method: 'POST' }
+    )
+    if (!res.ok) throw new Error(`HTTP ${res.status}`)
+    // update in-place so the row dims without a full reload
+    const idx = detections.value.findIndex(d => d.id === det.id)
+    const existing = idx !== -1 ? detections.value[idx] : null
+    if (existing) {
+      detections.value.splice(idx, 1, { ...existing, acknowledged: true, notes: ackNotes.value.trim() })
+    }
+    drawer.value = null
+    ackNotes.value = ''
+    loadScorerStatus()
+  } catch (e) {
+    ackError.value = 'Failed to save — try again'
+    console.error(e)
+  } finally {
+    ackLoading.value = false
+  }
+}
+
+// ── Helpers ──────────────────────────────────────────────────────────────────
+
+function severityTextClass(sev: string | null): string {
+  return ({
+    CRITICAL: 'text-sev-critical',
+    ERROR:    'text-sev-error',
+    WARN:     'text-sev-warn',
+    WARNING:  'text-sev-warn',
+    INFO:     'text-sev-info',
+    DEBUG:    'text-text-dim',
+  } as Record<string, string>)[sev?.toUpperCase() ?? ''] ?? 'text-text-dim'
+}
+
+function scoreBarColor(score: number): string {
+  if (score >= 0.90) return 'bg-sev-critical'
+  if (score >= 0.80) return 'bg-sev-error'
+  if (score >= 0.65) return 'bg-sev-warn'
+  return 'bg-sev-info'
+}
+
+function formatTs(iso: string | null): string {
+  if (!iso) return '—'
+  try {
+    return new Date(iso).toLocaleString(undefined, {
+      month: 'short', day: 'numeric',
+      hour: '2-digit', minute: '2-digit',
+    })
+  } catch { return iso }
+}
+
+// ── Keyboard nav for tabs ─────────────────────────────────────────────────────
+
+function collectTabRef(el: HTMLElement | null, idx: number) {
+  tabRefs.value[idx] = el
+}
+
+function handleTabKey(e: KeyboardEvent, idx: number) {
+  const count = tabs.value.length
+  let next = idx
+  if (e.key === 'ArrowRight') next = (idx + 1) % count
+  else if (e.key === 'ArrowLeft') next = (idx - 1 + count) % count
+  else return
+  e.preventDefault()
+  tabRefs.value[next]?.focus()
+}
+</script>
+
+<style scoped>
+.drawer-enter-active,
+.drawer-leave-active { transition: opacity 0.15s, transform 0.15s; }
+.drawer-enter-from,
+.drawer-leave-to    { opacity: 0; transform: translateY(-6px); }
+</style>